{"id":"W1964772559","doi":"10.3141/2431-08","title":"Field Validation of Laboratory-Predicted Low-Temperature Performance of Hot-Poured Crack Sealants","year":2014,"lang":"en","type":"article","venue":"Transportation Research Record Journal of the Transportation Research Board","topic":"Infrastructure Maintenance and Monitoring","field":"Engineering","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Federal Highway Administration; National Research Council Canada; U.S. Department of Transportation","keywords":"Sealant; Service life; Asphalt; Materials science; Forensic engineering; Composite material; Structural engineering; Engineering","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002411135,0.000195409,0.0004366273,0.0006627185,0.0001819687,0.00003716112,0.0006865565,0.0002285935,0.00009433435],"category_scores_gemma":[0.0002067934,0.0001510244,0.0002008668,0.001458662,0.0002285821,0.0004872618,0.000004316901,0.001604629,0.000002695331],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009114404,"about_ca_system_score_gemma":0.0002383438,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004090185,"about_ca_topic_score_gemma":0.0007675681,"domain_scores_codex":[0.9955377,0.0004279686,0.001167131,0.0001922451,0.00213619,0.0005387487],"domain_scores_gemma":[0.9949797,0.0005193698,0.0003278851,0.0003877498,0.00360621,0.0001790963],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.002942585,0.0001699128,0.4283156,0.002861422,0.0003404108,0.00002560474,0.004510869,0.05155168,0.4938031,0.0005259489,0.006877532,0.008075324],"study_design_scores_gemma":[0.0009155957,0.0006011621,0.5590677,0.0007655731,0.00003016694,2.045953e-7,0.0003955207,0.0008905311,0.4360497,0.0001949873,0.0009656656,0.000123236],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978131,0.00008601529,0.000551886,0.0002292884,0.0007286841,0.0003908623,0.0000815474,0.00002749705,0.00009110162],"genre_scores_gemma":[0.9979743,0.0008306492,0.0007978081,0.00001130331,0.0002465928,0.00001680859,0.00002141207,0.000043039,0.0000581371],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1307521,"threshold_uncertainty_score":0.6971403,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01827276965749364,"score_gpt":0.2972274824349633,"score_spread":0.2789547127774697,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}